SaaSBench (Engineering) - Customer & Growth: leaderboard
The Customer & Growth domain of SaaSBench (Ren et al., 2026): email, CRM, help desk, forms, community forum, messaging and video conferencing systems, each built and deployed from scratch by a coding agent from a long product requirements document. Mean task score in percent over the domain tasks from the validation-graph checks, one rollout per task; higher is better.
Metric: Task score (%; pass@1, mean over the seven Customer & Growth tasks of the share of each task's validation-DAG max score earned; agent builds and deploys an enterprise SaaS system from a PRD). Source: arxiv.org. Saturation forecast: Around August 2028. 16 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Claude Opus 4.7 | 36.16 | #75 |
| 2 | DeepSeek V4 Pro | 15.96 | #181 |
| 3 | GLM-5.1 | 14.03 | #175 |
| 4 | GPT-5.4 (xHigh) | 11.9 | #121 (GPT-5.4) |
| 5 | Gemini 3.1 Pro (Preview) | 11.29 | #91 |
| 6 | MiniMax-M2.7 | 11.07 | #519 |
| 7 | Qwen 3.6 Plus | 6.85 | #217 |
| 8 | Kimi K2.6 | 5.78 | #173 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=saasbench-engineering-customer-growth · How It Works · Data refreshed daily, snapshot 2026-11-12.